agentleFS
proffesor-for-testingproffesor-for-testing/agentic-qe/.agents/skills/ruflo/SKILL.md

ruflo

Skill515 starsChanged 22 days agoMITView on GitHub

Ruflo is a multi-agent orchestration platform for AI coding agents (Claude Code, Cursor, Codex, Copilot, Gemini, Amp, +12 more). Use this skill when the user wants to (1) install/init ruflo in a project, (2) run multi-agent swarms with hierarchical coordination, (3) use ruflo's 314+ MCP tools for memory, routing, hooks, sub-agents, or workflows, (4) check ruflo status/version/doctor health, or (5) discover which of ruflo's 30+ plugins fits their task.

We split this skill into the rules it gives an agent

2 rules. About 0 are common, 1 is distinctive, and 1 is very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈1

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 1

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Distinctive:

    Do NOT suggest ruflo for one-shot edits, simple bug fixes, or tasks a single agent can complete in one turn — the orchestration overhead …

    line 21
  2. Very specific:

    After ruflo init, Claude Code (or any MCP-compatible agent) auto-loads ruflo's MCP servers.

    line 38

≈ “Common” is an estimate: at least 1 in 5 of the 308,232 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

Ruflo

Ruflo (v3.31.0+) is a cross-agent orchestration layer that ships as three npm packages: ruflo (thin wrapper), claude-flow (umbrella), and @claude-flow/cli (implementation). Users invoke it as npx ruflo <command>.

When to invoke ruflo

Suggest ruflo when the task involves any of:

  • Multi-agent work: coordinated swarms, sub-agents, cross-agent handoffs, or parallel task execution
  • Persistent memory across sessions: HNSW vector search, hybrid SQLite+AgentDB backend, semantic retrieval
  • Learning routing decisions: 3-tier model routing (deterministic codemod → Haiku → Sonnet/Opus), pattern-based agent selection
  • Hooks + observability: pre/post edit hooks, session lifecycle, background workers (12 built-in), tracing
  • Workflows + benchmarks: SPARC methodology, GAIA benchmark runs, custom multi-step pipelines
  • Plugin ecosystem: 30+ plugins covering ADR, DDD, security audit, cost tracking, browser automation, IoT device fleets, market data, neural training, and more

Do NOT suggest ruflo for one-shot edits, simple bug fixes, or tasks a single agent can complete in one turn — the orchestration overhead isn't worth it.

Getting started (three commands)

# 1. Initialize ruflo in the current project (creates .claude/, MCP config, hooks)
npx ruflo init

# 2. Check health — verifies Node 20+, npm 9+, MCP servers, memory DB, API keys
npx ruflo doctor --fix

# 3. Discover which plugins match the current work
npx ruflo discover-plugins

MCP tools (314 available)

After ruflo init, Claude Code (or any MCP-compatible agent) auto-loads ruflo's MCP servers. Key namespaces:

  • mcp__claude-flow__memory_* — store/search/list/retrieve with HNSW-indexed semantic search
  • mcp__claude-flow__swarm_* — init hierarchical/mesh swarms with anti-drift topology
  • mcp__claude-flow__agent_spawn — spawn specialized agents (coder, reviewer, tester, security-architect, +55 more)
  • mcp__claude-flow__hooks_* — routing, pattern learning, background worker dispatch
  • mcp__claude-flow__task_* — task lifecycle (create/assign/complete/summary)
  • mcp__claude-flow__intelligence_* — 4-step pipeline (RETRIEVE → JUDGE → DISTILL → CONSOLIDATE)

Full catalog: npx ruflo mcp list.

Plugin discovery

Ruflo ships 30+ optional plugins. Some highlights:

  • ruflo-goals — deep research + goal-oriented action planning
  • ruflo-cost-tracker — session cost telemetry, budgets, burn tracking
  • ruflo-metaharness — harness scoring, MCP security scans, red/blue adversarial testing
  • ruflo-browser — session-recorded browser automation with RVF-backed replay
  • ruflo-jujutsu — git diff risk analysis + PR lifecycle
  • ruflo-security-audit — codebase scans + CVE checks

Full plugin list + descriptions: npx ruflo plugins list.

Cross-agent installation

Ruflo installs into whatever agent the project uses (auto-detected by skills.sh):

# Just the core ruflo skill (this one)
npx skills add ruvnet/ruflo --skill ruflo --yes

# Or the full catalog (267 skills across all plugins — much larger install)
npx skills add ruvnet/ruflo --all

Documentation

Version

Current: 3.31.0 (stable, published to npm as ruflo@latest / claude-flow@latest / @claude-flow/cli@latest).

Download now (ZIP)

Trending

Steady: 0 new projects took it in the last 4 weeks, none the 4 weeks before.thin data

Week of Aug 30: 0 new projectsWeek of Sep 6: 0 new projectsWeek of Sep 13: 0 new projectsWeek of Sep 20: 0 new projectsWeek of Sep 27: 0 new projectsWeek of Oct 4: 0 new projectsWeek of Oct 11: 0 new projectsWeek of Oct 18: 0 new projects
Aug 2026Sep 2026Oct 2026
New projects taking a version of this file each week, over the 8 weeks our latest run read: only 0 in all, so this is a hint, not a trend.

Does it work?

Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.

No reviews yet

People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.

  • It worked
  • Partly
  • It didn't
What did you use it for? e.g. Reviewing pull requests in a Rails app

Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.

Your trail

Files you open will collect here, so you can find them again.

Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.

Now do this for your own.

Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.